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Phishing triage
SecurityClassify a reported email as Phishing / Spam / Safe with the indicators (spoofing, links, urgency) and the action — built for real-time, high-volume inbox triage.
The routing recipe
Job typeClassification / routingPolicyFastest that passes
routes to
DiffusionGemma 26B-A4B nvidia
nvidia:google/diffusiongemma-26b-a4b-it
93.4
match score
84.3
task fit
100
cost
97.7
speed
Why this model from benchmarks & capabilities
- "Classification / routing" leans hardest on instruction; DiffusionGemma 26B-A4B scores 76/100 there — #40 of 54.
- Strength on this class of work shows up on IFEval, MMLU (zero-shot), where Google models are competitive.
- Cost: runs on NVIDIA free credits / self-hostable NIM — effectively $0 marginal. Speed: ~1100 tok/s (estimated).
- Chosen over GPT-OSS 20B for cheaper & faster.
| Capability the job needs | Weight | DiffusionGemma 26B-A4B | Catalog rank |
|---|---|---|---|
| instruction | 0.90 | #40 of 54 | |
| speed | 0.90 | #1 of 54 | |
| knowledge | 0.30 | #39 of 54 |
Relevant benchmarksIFEval MMLU (zero-shot)
EconomicsCost: runs on NVIDIA free credits / self-hostable NIM — effectively $0 marginal.
Speed: ~1100 tok/s (estimated). vs runner-upChosen over GPT-OSS 20B for cheaper & faster. (GPT-OSS 20B, score 89.3)
Speed: ~1100 tok/s (estimated). vs runner-upChosen over GPT-OSS 20B for cheaper & faster. (GPT-OSS 20B, score 89.3)
Example result
Sample input ▾
From: [email protected] — Subject: "Your password expires today." Body: "Click here to keep your account active: http://bit.ly/xy12. Failure to act will lock your mailbox in 2 hours."
Verdict: PHISHING (confidence 96).
Indicators: (1) look-alike domain "micros0ft-secure.com" (zero-for-o); (2) shortened link hiding the real destination; (3) manufactured urgency + account-lock threat.
Action: Quarantine and Warn user. ESCALATE — credential-harvesting pattern.
Test it on your own data